The pawn shop’s cluttered aisles seemed to shrink with every passing minute. He was pacing, a frustrated tiger in a tiny cage. The shop owner, a man with a perpetually weary expression, was examining a stack of old records. The needle scratching across the vinyl felt like a personal affront. Each creak of the floorboards, each sigh from the owner, amplified his disquiet.

“Do you have any idea how long this will take?” he asked, his voice tight.

The owner shrugged, eyes still on the records. “Depends on what we're looking for, doesn't it?” The response did nothing to soothe his agitation.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264